{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "53cca78c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import csv\n",
    "import numpy as np\n",
    "\n",
    "import mindspore as ms\n",
    "from mindspore import context\n",
    "from mindspore import nn\n",
    "from mindspore.ops import operations as P\n",
    "from mindspore.ops import functional as F\n",
    "\n",
    "context.set_context(device_target=\"CPU\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "07359784",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['1', '14.22', '1.7', '2.3', '16.3', '118', '3.2', '3', '.26', '2.03', '6.38', '.94', '3.31', '970'], ['1', '13.29', '1.97', '2.68', '16.8', '102', '3', '3.23', '.31', '1.66', '6', '1.07', '2.84', '1270'], ['1', '13.72', '1.43', '2.5', '16.7', '108', '3.4', '3.67', '.19', '2.04', '6.8', '.89', '2.87', '1285'], ['2', '12.37', '.94', '1.36', '10.6', '88', '1.98', '.57', '.28', '.42', '1.95', '1.05', '1.82', '520'], ['2', '12.33', '1.1', '2.28', '16', '101', '2.05', '1.09', '.63', '.41', '3.27', '1.25', '1.67', '680'], ['2', '12.64', '1.36', '2.02', '16.8', '100', '2.02', '1.41', '.53', '.62', '5.75', '.98', '1.59', '450'], ['3', '12.86', '1.35', '2.32', '18', '122', '1.51', '1.25', '.21', '.94', '4.1', '.76', '1.29', '630'], ['3', '12.88', '2.99', '2.4', '20', '104', '1.3', '1.22', '.24', '.83', '5.4', '.74', '1.42', '530'], ['3', '12.81', '2.31', '2.4', '24', '98', '1.15', '1.09', '.27', '.83', '5.7', '.66', '1.36', '560']]\n"
     ]
    }
   ],
   "source": [
    "with open('wine.data') as csv_file:\n",
    "    data = list(csv.reader(csv_file, delimiter=','))\n",
    "print(data[56:62]+data[130:133]) # 打印部分数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eed8093c",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array([[float(x) for x in s[1:]] for s in data[:178]], np.float32)\n",
    "Y = np.array([s[0] for s in data[:178]], np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d568df69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "attrs = ['Alcohol', 'Malic acid', 'Ash', 'Alcalinity of ash', 'Magnesium', 'Total phenols',\n",
    "         'Flavanoids', 'Nonflavanoid phenols', 'Proanthocyanins', 'Color intensity', 'Hue',\n",
    "         'OD280/OD315 of diluted wines', 'Proline']\n",
    "plt.figure(figsize=(10, 8))\n",
    "for i in range(0, 4):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    a1, a2 = 2 * i, 2 * i + 1\n",
    "    plt.scatter(X[:59, a1], X[:59, a2], label='1')\n",
    "    plt.scatter(X[59:130, a1], X[59:130, a2], label='2')\n",
    "    plt.scatter(X[130:, a1], X[130:, a2], label='3')\n",
    "    plt.xlabel(attrs[a1])\n",
    "    plt.ylabel(attrs[a2])\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "34412a11",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_idx = np.random.choice(178, 128, replace=False)\n",
    "test_idx = np.array(list(set(range(178)) - set(train_idx)))\n",
    "X_train, Y_train = X[train_idx], Y[train_idx]\n",
    "X_test, Y_test = X[test_idx], Y[test_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e10801c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "class KnnNet(nn.Cell):\n",
    "    def __init__(self, k):\n",
    "        super(KnnNet, self).__init__()\n",
    "        self.tile = P.Tile()\n",
    "        self.sum = P.ReduceSum()\n",
    "        self.topk = P.TopK()\n",
    "        self.k = k\n",
    "\n",
    "    def construct(self, x, X_train):\n",
    "        # Tile input x to match the number of samples in X_train\n",
    "        x_tile = self.tile(x, (128, 1))\n",
    "        square_diff = F.square(x_tile - X_train)\n",
    "        square_dist = self.sum(square_diff, 1)\n",
    "        dist = F.sqrt(square_dist)\n",
    "        # -dist mean the bigger the value is, the nearer the samples are\n",
    "        values, indices = self.topk(-dist, self.k)\n",
    "        return indices\n",
    "\n",
    "\n",
    "def knn(knn_net, x, X_train, Y_train):\n",
    "    x, X_train = ms.Tensor(x), ms.Tensor(X_train)\n",
    "    indices = knn_net(x, X_train)\n",
    "    topk_cls = [0]*len(indices.asnumpy())\n",
    "    for idx in indices.asnumpy():\n",
    "        topk_cls[Y_train[idx]] += 1\n",
    "    cls = np.argmax(topk_cls)\n",
    "    return cls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a6cfb212",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 1\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 1\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "Validation accuracy is 0.780000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[WARNING] DEBUG(7861,7fa3191d3740,python):2023-02-02-22:03:52.113.861 [mindspore/ccsrc/debug/debugger/debugger.cc:92] Debugger] Not enabling debugger. Debugger does not support CPU.\n"
     ]
    }
   ],
   "source": [
    "acc = 0\n",
    "knn_net = KnnNet(5)\n",
    "for x, y in zip(X_test, Y_test):\n",
    "    pred = knn(knn_net, x, X_train, Y_train)\n",
    "    acc += (pred == y)\n",
    "    print('label: %d, prediction: %s' % (y, pred))\n",
    "print('Validation accuracy is %f' % (acc/len(Y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6357a9a",
   "metadata": {},
   "source": [
    "自加实验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fbe66fc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.array([[float(x) for x in s[1:]] for s in data[:178]], np.float32)\n",
    "Y = np.array([s[0] for s in data[:178]], np.int32)\n",
    "attrs = ['Alcohol', 'Malic acid', 'Ash', 'Alcalinity of ash', 'Magnesium', 'Total phenols',\n",
    "         'Flavanoids', 'Nonflavanoid phenols', 'Proanthocyanins', 'Color intensity', 'Hue',\n",
    "         'OD280/OD315 of diluted wines', 'Proline']\n",
    "plt.figure(figsize=(10, 8))\n",
    "for i in range(0, 4):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    a1, a2 = 2 * i, 2 * i + 1\n",
    "    plt.scatter(X[:59, a1], X[:59, a2], label='1')\n",
    "    plt.scatter(X[59:130, a1], X[59:130, a2], label='2')\n",
    "    plt.scatter(X[130:, a1], X[130:, a2], label='3')\n",
    "    plt.xlabel(attrs[a1])\n",
    "    plt.ylabel(attrs[a2])\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2968d49d",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_idx = np.random.choice(178, 108, replace=False)\n",
    "test_idx = np.array(list(set(range(178)) - set(train_idx)))\n",
    "X_train, Y_train = X[train_idx], Y[train_idx]\n",
    "X_test, Y_test = X[test_idx], Y[test_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d95e6f7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class KnnNet(nn.Cell):\n",
    "    def __init__(self, k):\n",
    "        super(KnnNet, self).__init__()\n",
    "        self.tile = P.Tile()\n",
    "        self.sum = P.ReduceSum()\n",
    "        self.topk = P.TopK()\n",
    "        self.k = k\n",
    "\n",
    "    def construct(self, x, X_train):\n",
    "        x_tile = self.tile(x, (108, 1))\n",
    "        square_diff = F.square(x_tile - X_train)\n",
    "        square_dist = self.sum(square_diff, 1)\n",
    "        dist = F.sqrt(square_dist)\n",
    "        values, indices = self.topk(-dist, self.k)\n",
    "        return indices\n",
    "\n",
    "\n",
    "def knn(knn_net, x, X_train, Y_train):\n",
    "    x, X_train = ms.Tensor(x), ms.Tensor(X_train)\n",
    "    indices = knn_net(x, X_train)\n",
    "    topk_cls = [0]*len(indices.asnumpy())\n",
    "    for idx in indices.asnumpy():\n",
    "        topk_cls[Y_train[idx]] += 1\n",
    "    cls = np.argmax(topk_cls)\n",
    "    return cls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ab180109",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label: 1, prediction: 1\n",
      "label: 2, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 3\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 3, prediction: 2\n",
      "label: 3, prediction: 3\n",
      "label: 1, prediction: 1\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 2\n",
      "label: 1, prediction: 1\n",
      "label: 3, prediction: 1\n",
      "label: 3, prediction: 3\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 1\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 1\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 3\n",
      "label: 2, prediction: 2\n",
      "label: 2, prediction: 2\n",
      "Validation accuracy is 0.671429\n"
     ]
    }
   ],
   "source": [
    "acc = 0\n",
    "knn_net = KnnNet(5)\n",
    "for x, y in zip(X_test, Y_test):\n",
    "    pred = knn(knn_net, x, X_train, Y_train)\n",
    "    acc += (pred == y)\n",
    "    print('label: %d, prediction: %s' % (y, pred))\n",
    "print('Validation accuracy is %f' % (acc/len(Y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3bb666e8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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